TL;DR Summary:
AI Funnel Diagnostics: Visby reveals exactly where AI models drop your brand from recommendations across buying stages like awareness, comparison, and purchase intent.Competitor Benchmarking: Tracks your AI share of voice versus rivals at each funnel stage to expose who's capturing high-intent prompts that drive sales.Prioritized GEO Fixes: Delivers targeted tasks for weak stages, integrates with Google Analytics to correlate visibility gains with real traffic shifts.
Visby AI Review: Does It Actually Fix Your AI Search Funnel?
Most AI visibility tools give you a binary answer: your brand either shows up or it doesn’t. That’s not enough information to do anything with. Visby takes a different approach by breaking down where in the buying journey AI models stop recommending you.
The core problem it solves is specific. You might appear constantly in “what is” or problem-awareness queries across ChatGPT, Claude, and Gemini, but disappear entirely when users ask comparison or purchase-intent questions. That means AI is sending you top-of-funnel awareness while actively routing high-intent buyers to competitors. Visby surfaces exactly that gap.
What Visby Actually Does
It tracks your brand mentions across the three major AI platforms, segmented by funnel stage: problem-awareness prompts, evaluation and comparison prompts, and purchase-intent prompts. For each stage, you see your share of voice benchmarked against named competitors, so you can identify not just that you’re losing ground, but precisely where.
From there, it generates prioritized GEO tasks aimed at your weakest funnel positions. This matters because generic “improve your AI visibility” recommendations tend to send effort toward stages where you’re already performing fine. Visby points you at the stage that’s actually costing you conversions.
It also connects to Google Analytics and Search Console, letting you correlate changes in AI visibility with real traffic movement. If fixing a comparison-stage content gap drives a measurable uptick in qualified visitors, you’ll see it.
Who Gets the Most Out of It
SaaS companies that get awareness-level AI mentions but lose comparison queries will find it immediately useful. Same goes for e-commerce brands with solid category presence that somehow vanish when users are ready to buy, and agencies that need to show clients a clear content priority rather than a vague visibility score.
The Bottom Line
Visby is useful if you already suspect your AI visibility problem is funnel-stage specific rather than a blanket absence. If you’re just starting to think about GEO and don’t yet have data on where you stand, the segmented benchmarking will give you a clear starting point. If you’ve been optimizing based on overall mention counts and not seeing results, this is likely the diagnostic you’ve been missing.
